{
  "cells": [
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Illustration of audio transforms\n",
        "\n",
        "[![View Source On Gitee](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source_en.svg)](https://gitee.com/mindspore/mindspore/blob/master/docs/api/api_python_en/samples/dataset/audio_gallery.ipynb)\n",
        "\n",
        "This example illustrates the various transforms available in the [mindspore.dataset.audio](https://www.mindspore.cn/docs/en/master/api_python/mindspore.dataset.transforms.html#module-mindspore.dataset.audio) module."
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Preparation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading data from https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/84-121123-0000.wav (65 kB)\n",
            "\n",
            "file_sizes: 100%|███████████████████████████| 67.0k/67.0k [00:00<00:00, 764kB/s]\n",
            "Successfully downloaded file to ./84-121123-0000.wav\n"
          ]
        }
      ],
      "source": [
        "import librosa\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import scipy.io.wavfile as wavfile\n",
        "from IPython.display import Audio\n",
        "from download import download\n",
        "\n",
        "import mindspore.dataset as ds\n",
        "import mindspore.dataset.audio as audio\n",
        "\n",
        "ds.config.set_seed(5)\n",
        "\n",
        "# cication: LibriSpeech http://www.openslr.org/12\n",
        "url = \"https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/datasets/84-121123-0000.wav\"\n",
        "download(url, './84-121123-0000.wav', replace=True)\n",
        "wav_file = \"84-121123-0000.wav\"\n",
        "\n",
        "def plot_waveform(waveform, sr, title=\"Waveform\"):\n",
        "    if waveform.ndim == 1:\n",
        "        waveform = waveform[np.newaxis, :]\n",
        "    num_channels, num_frames = waveform.shape\n",
        "    time_axis = np.arange(0, num_frames) / sr\n",
        "\n",
        "    figure, axes = plt.subplots(num_channels, 1)\n",
        "    axes.plot(time_axis, waveform[0], linewidth=1)\n",
        "    axes.grid(True)\n",
        "    figure.suptitle(title)\n",
        "    plt.show(block=False)\n",
        "\n",
        "\n",
        "def plot_spectrogram(specgram, title=None, ylabel=\"freq_bin\"):\n",
        "    fig, axs = plt.subplots(1, 1)\n",
        "    axs.set_title(title or \"Spectrogram (db)\")\n",
        "    axs.set_ylabel(ylabel)\n",
        "    axs.set_xlabel(\"frame\")\n",
        "    im = axs.imshow(librosa.power_to_db(specgram), origin=\"lower\", aspect=\"auto\")\n",
        "    fig.colorbar(im, ax=axs)\n",
        "    plt.show(block=False)\n",
        "\n",
        "\n",
        "def plot_fbank(fbank, title=None):\n",
        "    _, axs = plt.subplots(1, 1)\n",
        "    axs.set_title(title or \"Filter bank\")\n",
        "    axs.imshow(fbank, aspect=\"auto\")\n",
        "    axs.set_ylabel(\"frequency bin\")\n",
        "    axs.set_xlabel(\"mel bin\")\n",
        "    plt.show(block=False)\n"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Spectrogram\n",
        "\n",
        "To create a spectrogram from an audio signal, you can use [mindspore.dataset.audio.Spectrogram](https://mindspore.cn/docs/en/master/api_python/dataset_audio/mindspore.dataset.audio.Spectrogram.html#mindspore.dataset.audio.Spectrogram)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        },
        {
          "data": {
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              "\n",
              "                <audio  controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "sample_rate, waveform = wavfile.read(wav_file)\n",
        "\n",
        "plot_waveform(waveform, sample_rate, title=\"Original waveform\")\n",
        "Audio(waveform, rate=sample_rate)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Perform transform\n",
        "n_fft = 1024\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "\n",
        "# Define transform\n",
        "spectrogram = audio.Spectrogram(\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        "    center=True,\n",
        "    pad_mode=audio.BorderType.REFLECT,\n",
        "    power=2.0,\n",
        ")\n",
        "\n",
        "spec = spectrogram(waveform)\n",
        "plot_spectrogram(spec, title=\"audio\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## GriffinLim\n",
        "\n",
        "To recover a waveform from a spectrogram, you can use [mindspore.dataset.audio.GriffinLim](https://mindspore.cn/docs/en/master/api_python/dataset_audio/mindspore.dataset.audio.GriffinLim.html#mindspore.dataset.audio.GriffinLim)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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VVNSsSBrTtX94g3s+35VNm/Z1i96wzkWb6hpN56Jc2Y8ymTDWmVl/d18TnFZquKq0ChgcV29QULYKKG9SXhGUD0pQfz/uPgGYAFBWVubl5eWJqiVVUVFBqssWi1S2UfX81TDvH0nrnThiBGce2RemTQHg2GHDKB8xIJUwI1dM+1JdvQfjVbR8LeHhJR157saz9k6H2UYLqrbB9Df2K6/u1Jfy8pNiE8H+kkjXrl0pLy/n+6/PAGIJomGdHT/aCHPezun3KVf2o0yekpoMNNzpNBZ4Ia78muBuqZHAtuDU1XTgIjPrFVzsvgiYHszbbmYjg7ujrolrSwpRkxPT1btqGz18Jblp9dbP+PFfkl94TuezEi+8v7pV9Td9ume/solvLE9TNIUvXbfVPgG8BRxtZlVmdh1wD3ChmS0FLgimAaYCy4BK4BHgRgB33wzcCcwJfu4Iygjq/CFY5iPgpXTELdnxz7Xbqa931m8P96G/u7ZxVxK3Pb+AU++emYnQJAI7dtVSl6APqLb49hNJjlxbuDo+c/G6tMZSyNJySsrdv9LMrPMT1HXgpmbamQhMTFA+FziuLTFKdEb99nUe+urJ3PHiolD1v/nHORnrSkIypzXDlny4bgfH9u8eun6yJ6+mpmFY1t//bSk3nze0ze0UMj3pLVnR9KhBJJ3S8SjvnOVb2t5IgVPCEJGsy8VBFHMwpJyjhCE56Z2Pmz4HCn9+O/ntkxKd255fkLG21+/Y1eJ8S/IIn/oSSg8lDMmK1j5Nm6izulS7fpDseKMy/FC6rd0frn1sbssV0pARlFSSU8IQkZQNGT+FX0xrfTf0l923/zMVmRSmv1KdkkpOCUMyav322KmElxYk70lU8tNDFR9FHULSowPPxYsmeUgJQzLqtJ/NAuDlRbrXvdDMjHtPP1ilruuLgYZoFZFWu/axOfztn/vGkPjC/dk9xRTvlmfmJb2ttrlTUmu3tXwxXRpTwhCR0Nydw26dGnUYjbz2YfKL7ZXrq9ldu38vuovXttCLrexHp6REJLR0d+mRDtW7a9lVk/zB0J3NdLsu4SlhiEhouZcuYglDskMJQ3KShm3PTem82SjRKaJMarpLbd3ZuOfa+VVbsxdMnlLCEJHQ0jmc6c+ntv75jXT61ctLGk1v3Vmz9/Wo377GkPFTWLPts2yHldOUMCQnVaZxzARJn3QeYazbHu4OpUxdN2npb/nn2h0ATJnf9l5wC4kShmRMi+MoS15KZ8II21a6xgFP1t9UIndNWZyWdRcKJQzJmLkr9u9AsK2eebcq7W1KeH95P+HoyCmZtnAtE15L/pT46gydFsrFC/i5TglD8srC1XqiOAp/eH0ZP39pMbc+l94eaX+WzesYuo+izTKeMMxsuZktMLP3zWxuUNbbzGaY2dLgd6+g3MzsPjOrNLP5ZnZyXDtjg/pLzWxsc+uT3PF/X1iY9jbVJVA07v9bJf/56rJI1p2p91z7Uutl6wjjXHc/0d3LgunxwCx3HwrMCqYBLgGGBj/jgIcglmCA24HTgdOA2xuSjIhkXn2ED+wt3/RpWtppejrziXc+4Zt/nJOWtotFVKekRgOTgteTgCviyh/3mNlATzPrD1wMzHD3ze6+BZgBjMpyzCJFafuuGnZk8OG4Fdtbfh6jYsmGtKznzpBjykvzstGXlAMvm5kD/+nuE4BSd2+4X20tUBq8HgisjFu2KihrrrwRMxtH7MiE0tJSKioqUgq4uro65WWLRVTbaGVVFRUV6fkAyYZC2JemfVyTvFIbvFP1GYfmyDaqqKigeo/vVxa1XNmPspEwPufuq8zsIGCGmTW6yuXuHiSTNguS0QSAsrIyLy8vT6mdiooKUl22WITaRtOmpH29AwcOpLz8uLS3mymFsC99IwPvY7yOHTu2vI0yvP545eXlvPrhBuCdRmVRy5X9KOOnpNx9VfB7PfA8sWsQ64JTTQS/G/pJXgUMjlt8UFDWXLkUmW2f1bB9V2a/8YpIYhlNGGbWzcwObHgNXAR8AEwGGu50Ggu8ELyeDFwT3C01EtgWnLqaDlxkZr2Ci90XBWVSZF54fzUn/PTlqMMQKUqZPsIoBd4ws3nEjvGmuPs04B7gQjNbClwQTANMBZYBlcAjwI0A7r4ZuBOYE/zcEZSJSAZ9/+l5GV/HnLWxC+pXP/wmH21QlzC5LKPXMNx9GTAiQfkm4PwE5Q7c1ExbE4GJ6Y5RRJr37HuZf7K+qjp2CXPO8i28u3wLR/Q7YO+8bN/ZtKumTs/3tUBPeotI5BZUxZ7gv+XZ+Y3KH39reVbj+HWTHmwBdu7ReBsNlDBEJHLXTmr8AJ0Hj2Fn+2ns7Z/tnxxu/PN72Q0ihylhSF7aWL076hAKXja/WccPZvSPT7ZEOm5404GWVm7eGU0gOUgJQ/LS+CanLiT9duzKXsKoqdt3KPGlB98EYkcZ2e6QxPH9jmo+3pierkkKgRKG5KVVW8MNviOpW7892qO4+2ZVZmzwpOYkOgUWYTdaOUcJQ9IuGx3VLV6znSHjp6i78wxaun5HpOu/d+aHWV/n/7xbpXEyWqCEIWnl7hx+21TmV23NyvpWbtaYy5lSW6RfrcdOfGe/st8kuHuqGClhSFod/eNpAPx13uqsrnfh6m0MGZ+9PoeKQZRdmuea+/5WGXUIOUEJQ9JqT109AI+8np5xmJNZsGorYye+w/KNupMl3bp36RB1CJJjlDAkrz3wykdB76KSbv17dI46hJyiB/iUMESkGfe8lMXxtvPAuyu2RB1C5JQwpCBMXRAbj2vzp3uS1JSw3v5Y/XvGe+49jaighCFps2j19sjWPSVIGOu26/kMyYzn/6GEoYQhafOn2SuiDgGAtdt26Q4fyYjxz87f289VMVLCkLR54p1Pog6Bx99awcifz+Lw26ayq6auqP+5U+HuXH7/G1GHkbOenLOS6QvXRR1GZJQwpKDEJ61jfjKNmYvXt1Bbmjru9uksWLWNZRrIqFk3/Ne7UYcQGSUMKWjXPz6XIeOn6EgjpE/31AFw3q9fjTiS3FYTPG9UbPImYZjZKDNbYmaVZjY+6ngkv1z18FtRh5DzdtXURR1C3hj6o5e4d0b2+7qKWkaHaE0XMysBHgAuBKqAOWY22d2zO36jNOuDVbndCeC7K7bwL//5FvOqtnLbpcfy5bLBdO5Qkpa23WNdYrdrZ3y2pw4zmm17+64a9tTW0/eATi22+enuWjqUtKO2vp4du2op7Z7Zh+i2fVbDiP94OaPrKDS/m7WU2cs2ceqQ3vz+lUpOHNyTR8eW0SfJe7urpo6aunoO7Jx/T9JbPhyqm9kZwE/d/eJg+lYAd/95c8uUlZX53LlzW72ujdW7+f3zr3HUUUfT0Bt/wyZqtKUaRgTbv2jfaGGJ5jUqa7zt4ydbWve+Mt+vLFHbYdqIX37nntqsde2RDw7v141lGwpnTASz2Pt94bBSZi1ep+67I9ShxLj7iuOpqa/f+z40jN9kBoZhBkuWLOHoo48O3e6lx/enR4pdu5jZu+5elmheXhxhAAOBlXHTVcDpTSuZ2ThgHEBpaSkVFRWtXtGGnfV8uHE3H29bHGtzb+M0nk4wr+n8/eonGF3emtZL2Jbtt3yigerjd7Tm5iVqv2n12WvUBUK8QkoWsO/LwYxFxXu3T67o1h6ee3MhnUqMdhb3pc5jrxuma2tqWBZ8JoXRZXMlPTun/4pDviSMUNx9AjABYkcY5eXlKbXTr2sFqS5biGrq6nGPfRt686NNnHlEH1599dVG2yhfeor9zvlDWbllJzedeyQ7d9dxQOf2dOlQQkk7o9+BnfhsTx2dO7TDzNhdW0en9iXU1NXTvp1RW+90KIn9E67fvgszY1dNHTt21TJsQPe96/jtzA/5VvkRfLT+Uz5cMJeTyk6nV7eOzFy0jitOHIhZrOvwunqnnRkdSow9dfWs27abgb26xD44HKq2fMbg3l1475OtzF62iWvPOozZH2/i3KMPYldNHbtr6xt9i9xVU8fLi9bxxREDWLHpUwb16kpJu9jXgd21dXRo14527RJ91YidAht++/QMbvnC9/L3Pk/vbh35ZPNODuzUnp5dO9KtUwldOpRgwbe4SW8u5/2VW/nBxUczoEfnveXJVFTkxmdSviSMVcDguOlBQZlkQcOHJMBZR/ZNWGfhf1yc8x84y++5LGmdLh33XXvo1D72uuHv71Cy75/7oBauKXz3gqMAGDagO+s/bMehfboBcOXJg/bW6VBixF/m6NS+hEP6dN07bcbe6VMO7cUph/YC4NyjDwJi10iaXifp3KGEL44YALB3nU3/luZ069SeTu3bsbu2OO/+ScXPrzyer5x2CKu2fsbCVds4qvRAgBavT409cwhjsxVgBuTLXVJzgKFmdpiZdQTGAJMjjknidOuU2989Qn6RK2rzbr8o6hDyyldOOwSAgT27cNHwgyOOJjvyImG4ey1wMzAdWAw87e4Lo41Kct2Hd13C10bG/qm/dvqhEUeT+zp3KOH1W86NOoy88NyNZ0YdQiRy+2thHHefCkyNOg7JD/9zwxl0bN+Ou644nruuOD7qcPLG4N5dWX7PZdz2/AL+++3ou3rJVScf0ivqECKRF0cYImGNPjF2Dr+nRotrkzGnDk5eqUhdOKw06hAio4QhBeV3Y06KOoSC0LNLx6hDyFmPXJPwEYWioIQhafPo2Nz5R9KzaG1zYOe8OVstWaSEIWlz/rHRHar36aZvxOnUq1tHBvbsEnUYOefxa0+LOoRI6WuEpNUXTujPi/PXZH29f/t+ObtrY53n/eCioxjS5DkEab186DYom5bcNSrp8yyFTkcYkla//98nA9Cza3YuOh/SO/ZwW4+uHfY+THfzeUPp2F67dlspXTRW7MkClDAkQ845ql9W1lPSTFcX0nb1OsIA4PxjDoo6hJyhhCEZ0VnfxvLeg189JbJ1P3/jmTz8tZMjW3+8hmdTRNcwJEOy9e1U59kzp6H/qmyb8PVTOCmHHozTPraPjjAkIw6N60gvk9qXaBcuNANy7O6s7wSdSYoShmTA67ecy03nHpmVdZ06pDd/uemsrKxLMqdjXOI/bmCPva8vOS76Tv1665btvXRKStJucO/sHF0AtDM4cXDPrK1PMuP0w3vzrXOO2O/OrKNKD+SlD9ZmNZajSw9kybodWV1nvlDCkLzWXndJFYQLji3lzGbGWsm2UccdrITRDCUMyUs3nHMEwwd055yjs3P7rmTW2DOHJCzvHkEnkt8qP4LfzVqa9fXmA13DkLw0/pJjuHzEALp3Vq+0mfTYN0+NdP3XnJH9cUyajmQo+yhhiEizhgbDjkalg+6CyykZezfM7KdmtsrM3g9+Lo2bd6uZVZrZEjO7OK58VFBWaWbj48oPM7O3g/KngmFaRUTS6s4rjos6hJyW6fR9r7ufGPxMBTCzYcTG5B4OjAIeNLMSMysBHgAuAYYBXwnqAvwiaOtIYAtwXYbjljS4eHhmeq998Ku58QRwMSi2Wwq+PlJD+bYkiuO90cCT7r7b3T8GKoHTgp9Kd1/m7nuAJ4HRZmbAecAzwfKTgCuyH7ZI8enfo3PUIfDnfz09snX3ylInmvki0wnjZjObb2YTzazhWf+BwMq4OlVBWXPlfYCt7l7bpFxEMszMOKxvtF3Fl3aPPmlJTJtuqzWzmUCiRzF/BDwE3Emsl+Q7gV8D17ZlfSHiGQeMAygtLaWioiKldqqrq1NetliE2Ub26e6MrPuDhQvpumlJRtpOt0LYly4eWMtbVsK8DXUZab9Tibe4jXbVpqcvp+F92rFwU32LdZrGUVtTkxPvX67sR21KGO5+QZh6ZvYI8GIwuQqIH2F+UFBGM+WbgJ5m1j44yoiv3zSeCcAEgLKyMi8vLw/3hzRRUVFBqssWizDb6Kyz6xn6o5da3faEr5/Ci/PXMHne6oTzhw0bRvkJA1rdbhQKYV8qB+at3MroB/6ekfYfOL9b0m3Ud/ZMNla37QvIdy87mesfn9tinb1xTJsCQK8Du+bE+5cr+1Em75LqHzf5JeCD4PVkYIyZdTKzw4ChwDvAHGBocEdUR2IXxid7rKvIV4CrguXHAi9kKm5Jn1Rvibxo+MEtDsCkzkOzzzJ49Ttc021/01vzJ5w2pDcA/319dNdPclEmr2H80swWmNl84FzgewDuvhB4GlgETANucve64OjhZmA6sBh4OqgL8EPg38ysktg1jUczGLfkuEx+eElifQ/oBMAZh/dJe9tRvp9//EbiBxMfDMbi6Hdgp2yGk/My1jWIu3+9hXl3A3cnKJ8KTE1QvozYXVRSJJQTcsuAnl1Yfs9ljJ34TtrbztZ7nSgxndVM/1V9D+jEhcNK6dBODw7G09aQjBp60AFpb9OUTiLz6y+PSHubFuIQ4/bLh7d5PWce0brODR+5pox26tyyESUMyahMdO3gaTifLalpODXVGi2d1jk6ZNcjl49o+00OXTqqj6i2UsKQjJrYzDliKR6v33Jus/OGlqb/CFQyRwlDMurgDDwprFNS+aVzhxIe/topUYchaaCEIXnj1kuOAaBTe+22UTphUI/klfaTudOIf735cykvq9ObraP/PMkbZw/tx7Tvns15xxwUdShFrbnTjB/97NKE5dD8szOt+bj+6umHJCw/+uDUumD/wzVlKS1XzJQwJCseuaaM81vxQd/cnTPHHNxdd65ErO8BnfbrlG/ad8+mpJ1xY/kRGVtvc8kl1ec4StoZHTXeRqtoiFbJiuEDunNk6QHM+uf6qEORNKirb/zxfXDQQeAto46hW6f2DOzZhStOGsi2nTVA8x/2Iwb1gPrtodbpzRymtGvDk39hbumVfZReJeOe/daZDOjZJdT5h+ZOO0hueezafc/RXnBsKT277hvT7KZzj+SKk2IdSvcIjkSaOyU17vPhj0jGnHoI5yYYwz3MAeevrk7/8yPFSEcYknGnHNoreaVAQ1fazX2blNxw8iG9WH7PZeyqqaMkxCd2Oi4ujxjckx9ddiyvLNnQqDzMUcJVpwxq8/pFCUOyKcQ3waOCB7l0qiA/dO4Q7mG4RPl/6rfPbvX6+vfo0uplJH10SkpyxtlD+/L5o/Y/5dCgdzcN5Z6vmt6K+4UT+jNsQPdWt9OtU3v6HpCZ/WBESrcLFxclDMkZ8d9CLx/Rf7/5mXgIULLj0D6NR+1L1xHkWUe2vffchlCe+j9ntLmtQqeEIVnTPsm57vjz3END9jEk+SmqE44tXcsIcy2m2ClhSNaUqKtoSbPWdhNzVFzfVR3VY0CraYtJ1rSmSw+NQ1DY0nVPQ1vaOfOIxqezdHyRnP4rJWuu+9xhLc6P7wpdXVEXtrZ8OCe6/nHNGYeGXO++ZRvaufT4/a+XSWJtShhmdrWZLTSzejMrazLvVjOrNLMlZnZxXPmooKzSzMbHlR9mZm8H5U8F43oTjP39VFD+tpkNaUvMEp1kt2A29yGi7hsKw6zvn7P39YmDe6bczjM3tO7i9AXHlu59neh5kPvHnJRyLMWmrf+JHwBXAq/FF5rZMGAMMBwYBTxoZiVmVgI8AFwCDAO+EtQF+AVwr7sfCWwBrgvKrwO2BOX3BvVEJM8c0W/f9YNvnNXy0WZL4u+4uuXiY9oUUzw9+5NcmxKGuy929yUJZo0GnnT33e7+MVBJbEzu04BKd1/m7nuAJ4HRFnunzgOeCZafBFwR19ak4PUzwPmmd7Ygde2k50ildY4Pnp1obccAM//t83tf69MkvEz9hw4EZsdNVwVlACublJ8O9AG2unttgvoDG5Zx91oz2xbU39h0pWY2DhgHUFpaSkVFRUrBV1dXp7xsscjENrqs37aEbdbX1wPk5XuifSmx+G2SyjY6vm8JCzbW7V1u1erdzdbdtGnj3noffRzrDLFq0btULYrNb+iG5tVXK9rUkWEm5cp+lDRhmNlM4OAEs37k7i+kP6TUufsEYAJAWVmZl5eXp9RORUUFqS5bLFLeRtOmJCw+/bDeXHrhGQnrTvve56mrT33cgyhpX2rsFir53cyljbZJKtvo+LLdzFi0jvLTYp1Vztr6AXyyImHdPn36Ul4eu8S6xD6CJf9stD53h+lTKT+nPGe7zs+V/ShpwnD3C1JodxUwOG56UFBGM+WbgJ5m1j44yoiv39BWlZm1B3oE9aVIHHlQ/iUKSezG8iO5sfzINrfT54BOjDltX8/Gpx3Wmz/NTpwwJH0ydfvJZGBMcIfTYcBQ4B1gDjA0uCOqI7EL45M9dkz4CnBVsPxY4IW4tsYGr68C/ubqyrTg5OiZAMkTl48YEKpeolNODZdEtQ8m16ZrGGb2JeB+oB8wxczed/eL3X2hmT0NLAJqgZvcvS5Y5mZgOlACTHT3hUFzPwSeNLO7gH8AjwbljwJ/MrNKYDOxJCMFprVP7Iqk4msjD2X4wNZ3eigxbUoY7v488Hwz8+4G7k5QPhWYmqB8GbG7qJqW7wKubkuckvuO7a9/Ysm8Lh1LOPOIvgnnuesoIxk9ESU54SdfODbqEKRADY3rP6o50757ds5e8M4lShiSE/RojWTKv190dNI6xxysI9wwlDBEpKDpyCF9lDAkq7428pDklURSsPTuSzi8b7fkFSVlShgiUhA6lLSjZ9cOUYdR0JQwREQkFCUMySo9byGZpCd6M0sJQ0QKRu+uHaMOoaApYUhWJRrARiRd7h1zYtQhFDQlDBEpGN0766J3JilhiEjBmnTtfr0NSRsoYUhW6aK3ZFOPLjriSCclDBERCUUJQ0QKlo5n00sJQ7LqhEE9og5BRFKkhCFZdXXZ4OSV4ow5tXX1RSRzlDBEpKDcdukxUYdQsNqUMMzsajNbaGb1ZlYWVz7EzD4zs/eDn4fj5p1iZgvMrNLM7rNgIAQz621mM8xsafC7V1BuQb1KM5tvZie3JWYRKWynDum997WGWUmvth5hfABcCbyWYN5H7n5i8HNDXPlDwPXA0OBnVFA+Hpjl7kOBWcE0wCVxdccFy0se++KIAVGHICIpaFPCcPfF7r4kbH0z6w90d/fZ7u7A48AVwezRwKTg9aQm5Y97zGygZ9COFIA+3Vru+2dgzy5ZikQKkZ77Sa/2GWz7MDP7B7Ad+LG7vw4MBKri6lQFZQCl7r4meL0WKA1eDwRWJlhmDU2Y2ThiRyGUlpZSUVGRUuDV1dUpL1ss2rKN1q/ftff1nj17ABK29eD5XencroqKilUprScXaF9KLt3b6KOtdXtfb1j6HhWV+Z80cmU/SpowzGwmcHCCWT9y9xeaWWwNcIi7bzKzU4C/mNnwsEG5u5tZq3upc/cJwASAsrIyLy8vb20TQOzDK9Vli0VbttFza/4Ba1Zz0bBS5q7YAjV7CnZ7a19KLt3bqMcnW2D2mwCcd+65aWs3SrmyHyVNGO5+QWsbdffdwO7g9btm9hFwFLAKGBRXdVBQBrDOzPq7+5rglNP6oHwVMLiZZSQPNVyInHBNGSffOSPaYEQktIzcVmtm/cysJHh9OLEL1suCU07bzWxkcHfUNUDDUcpkYGzwemyT8muCu6VGAtviTl1JnuvcXnd2i+SLNl3DMLMvAfcD/YApZva+u18MfB64w8xqgHrgBnffHCx2I/AY0AV4KfgBuAd42syuA1YAXw7KpwKXApXATuCbbYlZcssz3zqT3bX1UYchIiG0KWG4+/PA8wnKnwWebWaZucBxCco3AecnKHfgprbEKbnlnKP6sXjNdgAG6C4oyZCOJTp6TbdM3iUlktCVJw/iypMHJa8okoKSdrGLZLO+f07EkRQepWARKSjHD+zBU+NGMrh316hDKThKGCJSUMyM0w/vE3UYBUkJQ0REQlHCEBGRUJQwREQkFCUMEREJRQlDRERCUcIQEZFQlDBERCQUJQwREQnFYl01FR4z20CsE8NU9AU2pjGcQqRtFI62U3LaRsllcxsd6u79Es0o2ITRFmY2193Loo4jl2kbhaPtlJy2UXK5so10SkpEREJRwhARkVCUMBKbEHUAeUDbKBxtp+S0jZL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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
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type=\"audio/wav\" />\n",
              "                    Your browser does not support the audio element.\n",
              "                </audio>\n",
              "              "
            ],
            "text/plain": [
              "<IPython.lib.display.Audio object>"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "n_fft = 1024\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "\n",
        "spec = audio.Spectrogram(\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        ")(waveform)\n",
        "\n",
        "griffin_lim = audio.GriffinLim(\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        ")\n",
        "\n",
        "reconstructed_waveform = griffin_lim(spec)\n",
        "\n",
        "plot_waveform(reconstructed_waveform, sample_rate, title=\"Reconstructed\")\n",
        "Audio(reconstructed_waveform, rate=sample_rate)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Mel Filter Bank\n",
        "\n",
        "To generate frequency transformation matrix, use [mindspore.dataset.audio.melscale_fbanks](https://mindspore.cn/docs/en/master/api_python/dataset_audio/mindspore.dataset.audio.melscale_fbanks.html#mindspore.dataset.audio.melscale_fbanks)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 256\n",
        "n_mels = 64\n",
        "sample_rate = 6000\n",
        "\n",
        "mel_filters = audio.melscale_fbanks(\n",
        "    int(n_fft // 2 + 1),\n",
        "    n_mels=n_mels,\n",
        "    f_min=0.0,\n",
        "    f_max=sample_rate / 2.0,\n",
        "    sample_rate=sample_rate,\n",
        "    norm=audio.NormType.SLANEY,\n",
        ")\n",
        "\n",
        "plot_fbank(mel_filters, \"Mel Filter Bank - audio\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MelSpectrogram\n",
        "\n",
        "To create a mel-scale spectrogram for a raw audio signal, use [mindspore.dataset.audio.MelSpectrogram](https://mindspore.cn/docs/en/master/api_python/dataset_audio/mindspore.dataset.audio.MelSpectrogram.html#mindspore.dataset.audio.MelSpectrogram)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 1024\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_mels = 128\n",
        "\n",
        "mel_spectrogram = audio.MelSpectrogram(\n",
        "    sample_rate=sample_rate,\n",
        "    n_fft=n_fft,\n",
        "    win_length=win_length,\n",
        "    hop_length=hop_length,\n",
        "    center=True,\n",
        "    pad_mode=audio.BorderType.REFLECT,\n",
        "    power=2.0,\n",
        "    norm=audio.NormType.SLANEY,\n",
        "    onesided=True,\n",
        "    n_mels=n_mels,\n",
        "    mel_scale=audio.MelType.HTK,\n",
        ")\n",
        "\n",
        "melspec = mel_spectrogram(waveform)\n",
        "plot_spectrogram(melspec, title=\"MelSpectrogram - audio\", ylabel=\"mel freq\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## MFCC\n",
        "\n",
        "[mindspore.dataset.audio.MFCC](https://mindspore.cn/docs/en/master/api_python/dataset_audio/mindspore.dataset.audio.MFCC.html#mindspore.dataset.audio.MFCC) returns Mel Frequency Cepstrum Coefficient for a raw audio signal."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 2048\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_mels = 256\n",
        "n_mfcc = 256\n",
        "\n",
        "mfcc_transform = audio.MFCC(\n",
        "    sample_rate=sample_rate,\n",
        "    n_mfcc=n_mfcc,\n",
        "    melkwargs={\n",
        "        \"n_fft\": n_fft,\n",
        "        \"win_length\": n_fft,\n",
        "        \"f_min\": 0.0,\n",
        "        \"f_max\": sample_rate // 2,\n",
        "        \"pad\": 0,\n",
        "        \"pad_mode\": audio.BorderType.REFLECT,\n",
        "        \"power\": 2.0,\n",
        "        \"n_mels\": n_mels,\n",
        "        \"normalized\": False,\n",
        "        \"center\": True,\n",
        "        \"onesided\": True,\n",
        "        \"window\": audio.WindowType.HANN,\n",
        "        \"hop_length\": hop_length,\n",
        "        \"norm\": audio.NormType.NONE,\n",
        "        \"mel_scale\": audio.MelType.HTK,\n",
        "    },\n",
        ")\n",
        "\n",
        "mfcc = mfcc_transform(waveform)\n",
        "plot_spectrogram(mfcc)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## LFCC\n",
        "\n",
        "[mindspore.dataset.audio.LFCC](https://mindspore.cn/docs/en/master/api_python/dataset_audio/mindspore.dataset.audio.LFCC.html#mindspore.dataset.audio.LFCC) returns Linear Frequency Cepstral Coefficient for a raw audio signal.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "collapsed": false
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "n_fft = 2048\n",
        "win_length = None\n",
        "hop_length = 512\n",
        "n_lfcc = 256\n",
        "\n",
        "lfcc_transform = audio.LFCC(\n",
        "    sample_rate=sample_rate,\n",
        "    n_lfcc=n_lfcc,\n",
        "    speckwargs={\n",
        "        \"n_fft\": n_fft,\n",
        "        \"win_length\": n_fft,\n",
        "        \"hop_length\": hop_length,\n",
        "        \"pad\": 0,\n",
        "        \"window\": audio.WindowType.HANN,\n",
        "        \"power\": 2.0,\n",
        "        \"normalized\": False,\n",
        "        \"center\": True,\n",
        "        \"pad_mode\": audio.BorderType.REFLECT,\n",
        "        \"onesided\": True\n",
        "    },\n",
        ")\n",
        "\n",
        "lfcc = lfcc_transform(waveform)\n",
        "plot_spectrogram(lfcc)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Process Wav File In Dataset Pipeline\n",
        "\n",
        "Use the [mindspore.dataset.GeneratorDataset](https://mindspore.cn/docs/en/master/api_python/dataset/mindspore.dataset.GeneratorDataset.html#mindspore.dataset.GeneratorDataset) to read wav files into dataset pipeline and then we can do further transforms based on pipeline."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "number of samples in dataset: 3\n",
            ">>>>> after gain\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "import scipy.io.wavfile as wavfile\n",
        "import mindspore.dataset as ds\n",
        "import mindspore.dataset.audio as audio\n",
        "\n",
        "# Define dataloader\n",
        "class DataLoader():\n",
        "    def __init__(self):\n",
        "        self.sample_rate, self.wave = wavfile.read(\"84-121123-0000.wav\")\n",
        "    def __next__(self):\n",
        "        return next(self.data)\n",
        "    def __iter__(self):\n",
        "        self.data = iter([(self.wave, self.sample_rate), (self.wave, self.sample_rate), (self.wave, self.sample_rate)])\n",
        "        return self\n",
        "\n",
        "# Load 3 waveforms into dataset pipeline\n",
        "dataset = ds.GeneratorDataset(DataLoader(), column_names=[\"wav\", \"sample_rate\"], shuffle=False)\n",
        "\n",
        "# check the sample numbers in dataset\n",
        "print(\"number of samples in dataset:\", dataset.get_dataset_size())\n",
        "\n",
        "# apply gain on \"wav\" column\n",
        "dataset = dataset.map(audio.Gain(gain_db=3.0), input_columns=[\"wav\"])\n",
        "\n",
        "# check results, specify the output type to NumPy for drawing\n",
        "print(\">>>>> after gain\")\n",
        "for waveform, sample_rate  in dataset.create_tuple_iterator(output_numpy=True):\n",
        "    # show the wav\n",
        "    plot_waveform(waveform, sample_rate, title=\"Gained waveform\")\n",
        "    # after drawing one wav, break\n",
        "    break"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "ly37",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.6"
    },
    "vscode": {
      "interpreter": {
        "hash": "9f0efe8a0d8ccef1406a56130f5ab5480567fb275f7fbf51bbc40aede97503df"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
